How can I build the Zeppelin Harbour?

You can find the Zeppelin Harbour in the third tab of the Store (icon with a mallet in the lower part of the screen). After completing the construction you will be able to send resources from the island where the structure is located.
Note that only one Zeppelin Harbour can be built on each island and to increase the amount of zeppelins you should upgrade the Harbour.